{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73bd968b-d970-4a05-94ef-4e7abf990827",
   "metadata": {},
   "source": [
    "Chapter 17\n",
    "\n",
    "# 二元函数的近似\n",
    "Book_3《数学要素》 | 鸢尾花书：从加减乘除到机器学习 (第二版)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f7d2c0e-6285-4809-ab2f-1803f075e328",
   "metadata": {},
   "source": [
    "这段代码通过泰勒展开对二维函数\n",
    "\n",
    "$$\n",
    "f(x, y) = e^{-x^2 - y^2}\n",
    "$$\n",
    "\n",
    "在特定点 $(x_a, y_b)$ 处进行近似，以分析函数在该点附近的局部行为。代码使用零阶、一阶和二阶展开来逐步提高近似精度，并在三维图中展示不同近似阶数与原函数曲面之间的对比。\n",
    "\n",
    "1. **零阶近似（常数近似）**：零阶展开即为在 $(x_a, y_b)$ 处的函数值 $f(x_a, y_b)$，给出一个简单的常数近似：\n",
    "\n",
    "   $$\n",
    "   f(x, y) \\approx f(x_a, y_b)\n",
    "   $$\n",
    "\n",
    "   该近似表示在 $(x_a, y_b)$ 处的局部平坦性。\n",
    "\n",
    "2. **一阶近似（线性近似）**：加入一阶导数项，构建线性近似。设 $\\frac{\\partial f}{\\partial x}$ 和 $\\frac{\\partial f}{\\partial y}$ 分别为 $f$ 在 $x$ 和 $y$ 方向上的偏导数，则一阶近似为：\n",
    "\n",
    "   $$\n",
    "   f(x, y) \\approx f(x_a, y_b) + \\frac{\\partial f}{\\partial x} (x - x_a) + \\frac{\\partial f}{\\partial y} (y - y_b)\n",
    "   $$\n",
    "\n",
    "   该近似通过包含线性项来刻画 $f(x, y)$ 在 $(x_a, y_b)$ 附近的变化趋势。\n",
    "\n",
    "3. **二阶近似（二次近似）**：加入二阶导数项，以提高近似的精度。此时，近似表达式包含二阶偏导数 $\\frac{\\partial^2 f}{\\partial x^2}$、$\\frac{\\partial^2 f}{\\partial y^2}$ 以及混合偏导 $\\frac{\\partial^2 f}{\\partial x \\partial y}$，给出如下展开式：\n",
    "\n",
    "   $$\n",
    "   f(x, y) \\approx f(x_a, y_b) + \\frac{\\partial f}{\\partial x} (x - x_a) + \\frac{\\partial f}{\\partial y} (y - y_b) + \\frac{1}{2} \\left( \\frac{\\partial^2 f}{\\partial x^2} (x - x_a)^2 + 2 \\frac{\\partial^2 f}{\\partial x \\partial y} (x - x_a)(y - y_b) + \\frac{\\partial^2 f}{\\partial y^2} (y - y_b)^2 \\right)\n",
    "   $$\n",
    "\n",
    "   该二次近似提供了 $f(x, y)$ 的局部曲率信息，能够更加准确地描述函数的变化趋势和形状。\n",
    "\n",
    "通过将这三种不同近似与原函数在三维空间中对比，可以观察到随着近似阶数的增加，近似曲面逐渐贴近 $f(x, y)$ 的原始曲面。这种局部近似分析展示了泰勒展开的应用，帮助理解 $f(x, y)$ 在指定点附近的几何性质和行为。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6ba9544-b255-4114-9817-dc7d6645205b",
   "metadata": {},
   "source": [
    "## 导入包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a3e74d5a-50bf-4513-a817-c7c5b9142e6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sympy import lambdify, diff, exp, latex, simplify  # 导入符号计算和数学库\n",
    "from sympy.abc import x, y  # 定义符号变量 x 和 y\n",
    "from matplotlib import pyplot as plt  # 导入 Matplotlib 进行绘图\n",
    "from matplotlib import cm  # 导入颜色映射模块"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a32495dc-2a01-4b10-af08-9ea90b742708",
   "metadata": {},
   "source": [
    "## 创建网格和定义函数 f(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "94c24810-585f-4972-90bc-18674e895747",
   "metadata": {},
   "outputs": [],
   "source": [
    "num = 301  # 设置网格数量\n",
    "x_array = np.linspace(-1.5, 1.5, num)  # x 的取值范围\n",
    "y_array = np.linspace(-1.5, 1.5, num)  # y 的取值范围"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a61e287-29ef-4bcc-9d60-91717ee2fbfe",
   "metadata": {},
   "source": [
    "## 准备数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fae01a59-6abc-483c-be5d-b63b57f78d82",
   "metadata": {},
   "outputs": [],
   "source": [
    "xx, yy = np.meshgrid(x_array, y_array)  # 创建 x 和 y 的网格\n",
    "num_stride = 10  # 绘制时的步长"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4a44bddb-3940-45e8-9ed0-95c655e7524d",
   "metadata": {},
   "outputs": [],
   "source": [
    "f_xy = exp(-x**2 - y**2)  # 定义函数 f(x, y) = exp(-x^2 - y^2)\n",
    "f_xy_fcn = lambdify([x, y], f_xy)  # 将符号函数转换为数值函数\n",
    "f_xy_zz = f_xy_fcn(xx, yy)  # 计算 f(x, y) 在全局网格上的值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "887005da-bcc4-45db-b8ef-5e4f80ed195f",
   "metadata": {},
   "source": [
    "## 定义展开点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "70e3000c-dee0-4959-ae48-73272baaa7a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_a = -0.1  # 展开点 x_a\n",
    "y_b = -0.2  # 展开点 y_b"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd5a2a29-1225-44b3-9818-a4394d73831a",
   "metadata": {},
   "source": [
    "## 创建局部网格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4aaa6ebf-f738-4cb1-bc0c-56462d65941f",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_a_array = np.linspace(x_a - 0.5, x_a + 0.5, 101)  # x 的局部范围\n",
    "y_b_array = np.linspace(y_b - 0.5, y_b + 0.5, 101)  # y 的局部范围\n",
    "\n",
    "xx_local, yy_local = np.meshgrid(x_a_array, y_b_array)  # 创建局部网格\n",
    "\n",
    "f_xy_zz_local = f_xy_fcn(xx_local, yy_local)  # 计算 f(x, y) 在局部网格上的值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cd5fa9a-0791-4b30-865b-0f49e5a51b40",
   "metadata": {},
   "source": [
    "## 展开点处的函数值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ce64b7b4-b447-4f14-9862-e7822e7d5c00",
   "metadata": {},
   "outputs": [],
   "source": [
    "f_ab = f_xy_fcn(x_a, y_b)  # 计算 f(x_a, y_b) 的值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6150ebee-900f-4bea-8d36-a8f7fd6de267",
   "metadata": {},
   "source": [
    "## 零阶近似 (常数近似)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dba00d36-900e-415f-b460-0a3d19ea5661",
   "metadata": {},
   "outputs": [],
   "source": [
    "f_ab = f_xy_fcn(x_a, y_b)  # 再次计算 f(x_a, y_b) 用于零阶近似"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "af448d0b-02a2-464d-a1ed-0c2c63f724f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(subplot_kw={'projection': '3d'})  # 创建三维图形窗口\n",
    "\n",
    "ax.plot_wireframe(xx, yy, f_xy_zz,\n",
    "                  color=[0.5, 0.5, 0.5],\n",
    "                  rstride=num_stride, cstride=num_stride,\n",
    "                  linewidth=0.25)  # 绘制全局网格上的 f(x, y)\n",
    "\n",
    "approx_zero_order = f_ab + xx_local * 0  # 常数近似\n",
    "\n",
    "ax.plot_wireframe(xx_local, yy_local, approx_zero_order,\n",
    "                  color=[1, 0, 0],\n",
    "                  rstride=num_stride, cstride=num_stride,\n",
    "                  linewidth=0.25)  # 绘制局部网格上的零阶近似平面\n",
    "\n",
    "ax.plot(x_a, y_b, f_ab, marker='x', color='r',\n",
    "        markersize=12)  # 标记展开点\n",
    "\n",
    "ax.set_proj_type('ortho')  # 设置正交投影\n",
    "\n",
    "ax.set_xlabel('$x_1$')  # 设置 x 轴标签\n",
    "ax.set_ylabel('$x_2$')  # 设置 y 轴标签\n",
    "ax.set_zlabel('$f(x_1,x_2)$')  # 设置 z 轴标签\n",
    "\n",
    "ax.set_xlim(xx.min(), xx.max())  # 设置 x 轴范围\n",
    "ax.set_ylim(yy.min(), yy.max())  # 设置 y 轴范围\n",
    "ax.set_zlim(f_xy_zz.min(), 1.5)  # 设置 z 轴范围\n",
    "\n",
    "ax.view_init(azim=-145, elev=30)  # 设置视角\n",
    "plt.tight_layout()\n",
    "ax.grid(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8392ad9-46ce-4563-a7f1-9e1541ee7d43",
   "metadata": {},
   "source": [
    "## 一阶近似 (线性近似)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d887d436-fec1-4438-9d58-0e156175a528",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle - 2 x e^{- x^{2} - y^{2}}$"
      ],
      "text/plain": [
       "-2*x*exp(-x**2 - y**2)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dx = f_xy.diff(x)  # 计算 f(x, y) 对 x 的偏导数\n",
    "df_dx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "373c181f-6c32-4f4a-a33a-e22c509546f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_dx_fcn = lambdify([x, y], df_dx)  # 转换为数值函数\n",
    "df_dx_a_b = df_dx_fcn(x_a, y_b)  # 计算偏导数在 (x_a, y_b) 处的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5ebab532-dc7e-40af-8d47-ccb2dea6ee4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle - 2 y e^{- x^{2} - y^{2}}$"
      ],
      "text/plain": [
       "-2*y*exp(-x**2 - y**2)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dy = f_xy.diff(y)  # 计算 f(x, y) 对 y 的偏导数\n",
    "df_dy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b85abf93-7080-4ed1-a5d6-0caac0ee2351",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_dy_fcn = lambdify([x, y], df_dy)  # 转换为数值函数\n",
    "df_dy_a_b = df_dy_fcn(x_a, y_b)  # 计算偏导数在 (x_a, y_b) 处的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "08729477-8f80-4112-8d42-3aec13a08e22",
   "metadata": {},
   "outputs": [],
   "source": [
    "approx_first_order = approx_zero_order + df_dx_a_b * (xx_local - x_a) + df_dy_a_b * (yy_local - y_b)  # 一阶近似"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ee574acb-62e2-40bf-bb8b-b5bb161a2408",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(subplot_kw={'projection': '3d'})  # 创建三维图形窗口\n",
    "\n",
    "ax.plot_wireframe(xx, yy, f_xy_zz,\n",
    "                  color=[0.5, 0.5, 0.5],\n",
    "                  rstride=num_stride, cstride=num_stride,\n",
    "                  linewidth=0.25)  # 绘制全局网格上的 f(x, y)\n",
    "\n",
    "ax.plot_wireframe(xx_local, yy_local, approx_first_order,\n",
    "                  color=[1, 0, 0],\n",
    "                  rstride=num_stride, cstride=num_stride,\n",
    "                  linewidth=0.25)  # 绘制局部网格上的一阶近似平面\n",
    "\n",
    "ax.plot(x_a, y_b, f_ab, marker='x', color='r',\n",
    "        markersize=12)  # 标记展开点\n",
    "\n",
    "ax.set_proj_type('ortho')  # 设置正交投影\n",
    "\n",
    "ax.set_xlabel('$x_1$')  # 设置 x 轴标签\n",
    "ax.set_ylabel('$x_2$')  # 设置 y 轴标签\n",
    "ax.set_zlabel('$f(x_1,x_2)$')  # 设置 z 轴标签\n",
    "\n",
    "ax.set_xlim(xx.min(), xx.max())  # 设置 x 轴范围\n",
    "ax.set_ylim(yy.min(), yy.max())  # 设置 y 轴范围\n",
    "ax.set_zlim(f_xy_zz.min(), 1.5)  # 设置 z 轴范围\n",
    "\n",
    "ax.view_init(azim=-145, elev=30)  # 设置视角\n",
    "plt.tight_layout()\n",
    "ax.grid(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f7fe16f-f032-48c0-9062-e36e47d6de8f",
   "metadata": {},
   "source": [
    "## 二阶近似 (二次近似)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "044c2d9e-98dc-41a0-aa07-f681f893a807",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle 2 \\left(2 x^{2} - 1\\right) e^{- x^{2} - y^{2}}$"
      ],
      "text/plain": [
       "2*(2*x**2 - 1)*exp(-x**2 - y**2)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2f_dxdx = f_xy.diff(x, 2)  # 计算 f(x, y) 对 x 的二阶偏导数\n",
    "d2f_dxdx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "659e7f93-7d50-42c7-a518-069984faf880",
   "metadata": {},
   "outputs": [],
   "source": [
    "d2f_dxdx_fcn = lambdify([x, y], d2f_dxdx)  # 转换为数值函数\n",
    "d2f_dxdx_a_b = d2f_dxdx_fcn(x_a, y_b)  # 计算二阶偏导数在 (x_a, y_b) 处的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f7051314-fac8-4242-929c-fefe4f5ab54c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle 4 x y e^{- x^{2} - y^{2}}$"
      ],
      "text/plain": [
       "4*x*y*exp(-x**2 - y**2)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2f_dxdy = f_xy.diff(x, y)  # 计算 f(x, y) 对 x 和 y 的混合二阶偏导数\n",
    "d2f_dxdy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8b7f725b-5a1d-43ba-86d9-d15dfa9f4df7",
   "metadata": {},
   "outputs": [],
   "source": [
    "d2f_dxdy_fcn = lambdify([x, y], d2f_dxdy)  # 转换为数值函数\n",
    "d2f_dxdy_a_b = d2f_dxdy_fcn(x_a, y_b)  # 计算混合二阶偏导数在 (x_a, y_b) 处的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "68acbc87-9d87-4845-b3f1-55c4b28a2491",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle 2 \\left(2 y^{2} - 1\\right) e^{- x^{2} - y^{2}}$"
      ],
      "text/plain": [
       "2*(2*y**2 - 1)*exp(-x**2 - y**2)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2f_dydy = f_xy.diff(y, 2)  # 计算 f(x, y) 对 y 的二阶偏导数\n",
    "d2f_dydy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e380b176-e286-476a-9fde-e9d86191216d",
   "metadata": {},
   "outputs": [],
   "source": [
    "d2f_dydy_fcn = lambdify([x, y], d2f_dydy)  # 转换为数值函数\n",
    "d2f_dydy_a_b = d2f_dydy_fcn(x_a, y_b)  # 计算二阶偏导数在 (x_a, y_b) 处的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f554f660-9975-49be-abf7-1b94e1bc9f89",
   "metadata": {},
   "outputs": [],
   "source": [
    "approx_second_order = approx_first_order + (d2f_dxdx_a_b * (xx_local - x_a)**2\n",
    "                                            + 2 * d2f_dxdy_a_b * (xx_local - x_a) * (yy_local - y_b)\n",
    "                                            + d2f_dydy_a_b * (yy_local - y_b)**2) / 2  # 二阶近似"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f801e9e5-5479-45a0-9121-2edacdc2f704",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(subplot_kw={'projection': '3d'})  # 创建三维图形窗口\n",
    "\n",
    "ax.plot_wireframe(xx, yy, f_xy_zz,\n",
    "                  color=[0.5, 0.5, 0.5],\n",
    "                  rstride=num_stride, cstride=num_stride,\n",
    "                  linewidth=0.25)  # 绘制全局网格上的 f(x, y)\n",
    "\n",
    "ax.plot_wireframe(xx_local, yy_local, approx_second_order,\n",
    "                  color=[1, 0, 0],\n",
    "                  rstride=num_stride, cstride=num_stride,\n",
    "                  linewidth=0.25)  # 绘制局部网格上的二阶近似平面\n",
    "\n",
    "ax.plot(x_a, y_b, f_ab, marker='x', color='r',\n",
    "        markersize=12)  # 标记展开点\n",
    "\n",
    "ax.set_proj_type('ortho')  # 设置正交投影\n",
    "\n",
    "ax.set_xlabel('$x_1$')  # 设置 x 轴标签\n",
    "ax.set_ylabel('$x_2$')  # 设置 y 轴标签\n",
    "ax.set_zlabel('$f(x_1,x_2)$')  # 设置 z 轴标签\n",
    "\n",
    "ax.set_xlim(xx.min(), xx.max())  # 设置 x 轴范围\n",
    "ax.set_ylim(yy.min(), yy.max())  # 设置 y 轴范围\n",
    "ax.set_zlim(f_xy_zz.min(), 1.5)  # 设置 z 轴范围\n",
    "\n",
    "ax.view_init(azim=-145, elev=30)  # 设置视角\n",
    "plt.tight_layout()\n",
    "ax.grid(False)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
